Get Started With Nsight Deep Learning Designer Nsight Deep Learning (DL) Designer is an integrated development environment that helps developers efficiently design and optimize deep neural networks for high-performance inference. It…
NVIDIA cuEquivariance cuEquivariance is a CUDA-X™ library specifically designed to tackle the demanding computational requirements of geometry-aware neural networks, which are essential for tasks involving 3D data. cuEquivariance provides optimized…
…These statistics are used to calculate optimal quantization parameters such as scaling factors. Quantization simulation : The quantizers perform a quantize-then-dequantize (QDQ) operation on tensors flowing through the network. It only…
…cuDNN The NVIDIA cuDNN (CUDA Deep Neural Network) library offers high-performance primitives for deep learning, with optimized implementations for convolution, pooling, normalization, and activation layers. TensorRT NVIDIA TensorRT™ is a high…
…Her expertise spans agentic AI systems, autonomous network design, LLM-based telco reasoning, ML-powered observability, and end-to-end optimization. Ari has authored multiple patents in autonomous networks, 6G core architecture…
…Users can combine different parallelism strategies to optimize their training workloads. Additionally, Megatron Core offers memory-saving functionalities including activation checkpointing, distributed optimizers, and distributed checkpointing. Learn more in the API documentation…
…Use graph optimization passes to fold batch normalization and eliminate redundant operations. A cleaner graph exports more reliably and runs faster. TensorRT provides built-in graph optimization that handles many of these…
…Previously, Amogh worked as a product manager in the networking industry, building solutions for telcos, cloud providers and enterprises at the intersection of AI, cloud and network transformation. Amogh holds a bachelor…
…LLM also optimizes user-defined kernels, such as the matrix multiplications from FBGEMM for the Llama 3.1 models using plug-ins that are explicitly inserted into the network graph definition at…
…The NVIDIA RTX™ Branches of Unreal Engine (NvRTX), are optimized and contain the latest developments in the world of ray tracing and neural graphics. For more tips and tricks regarding raytracing, please…